diff --git a/README.md b/README.md
index 09afd48f..87111ff3 100644
--- a/README.md
+++ b/README.md
@@ -18,8 +18,8 @@ We believe that the automatic evolution of R&D will lead to solutions of signifi
R&D is a very general scenario. The advent of RDAgent can be your
- [🎥Automatic Quant Factory]()
-- Data mining agent: iteratively proposing [🎥data]() & [models]() and implementing them by gaining knowledge from data.
-- Research copilot: Auto read [🎥research papers]()/[🎥reports]() and implement model structures or building datasets.
+- 🤖Data mining agent: iteratively proposing [🎥data]() & [models]() and implementing them by gaining knowledge from data.
+- 🦾Research copilot: Auto read [🎥research papers]()/[🎥reports]() and implement model structures or building datasets.
- ...
You can click the [🎥link]() above to view the demo. More methods and scenarios are being added to the project to empower your R&D processes and boost productivity.
@@ -107,9 +107,9 @@ Here is our supported scenarios
| Scenario/Target | Model Implementation | Data Building |
| -- | -- | -- |
-| 💹 Finance | Iteratively Proposing Ideas & Evolving | - Auto reports reading & implementation
- Iteratively Proposing Ideas & Evolving |
-| 🩺 Medical | Iteratively Proposing Ideas & Evolving | - |
-| 🏭 General | Auto paper reading & implementation | - |
+| 💹 Finance | 🤖Iteratively Proposing Ideas & Evolving | - 🦾Auto reports reading & implementation
- 🤖Iteratively Proposing Ideas & Evolving |
+| 🩺 Medical | 🤖Iteratively Proposing Ideas & Evolving | - |
+| 🏭 General | 🦾Auto paper reading & implementation | - |
Different scenarios vary in entrance and configuration. Please check the detailed setup tutorial in the scenarios documents.
@@ -118,7 +118,8 @@ TODO: Scenario Gallary
# ⚙️Framework
-
+
+
Automating the R&D process in data science is a highly valuable yet underexplored area in industry. We propose a framework to push the boundaries of this important research field.
@@ -135,13 +136,15 @@ We believe that the key to delivering high-quality solutions lies in the ability
# 📃Paper/Work list
## Benchmark
-- TODO: adding link;
+- [Towards Data-Centric Automatic R&D](https://arxiv.org/abs/2404.11276);
```BibTeX
-@article{chen2024rd2bench,
- title={RD2Bench: Toward Data-Centric Automatic R\&D},
- author={Chen, Haotian and Shen, Xinjie and Ye, Zeqi and Yang, Xiao and Yang, Xu and Liu, Weiqing and Bian, Jiang},
- journal={arXiv preprint arXiv:2404.11276},
- year={2024}
+@misc{chen2024datacentric,
+ title={Towards Data-Centric Automatic R&D},
+ author={Haotian Chen and Xinjie Shen and Zeqi Ye and Wenjun Feng and Haoxue Wang and Xiao Yang and Xu Yang and Weiqing Liu and Jiang Bian},
+ year={2024},
+ eprint={2404.11276},
+ archivePrefix={arXiv},
+ primaryClass={cs.AI}
}
```
diff --git a/docs/project_framework_introduction.rst b/docs/project_framework_introduction.rst
index 3ba4b797..5a9a580a 100644
--- a/docs/project_framework_introduction.rst
+++ b/docs/project_framework_introduction.rst
@@ -5,11 +5,19 @@ Framework Design & Components
Framework & Components
=========================
-- TODO: Components & Feature Level
-
+.. NOTE: This depends on the correctness of `c-v` of github.
+
+.. image:: https://github.com/user-attachments/assets/98fce923-77ab-4982-93c8-a7a01aece766
+ :alt: Components & Feature Level
+
+The image above shows the overall framework of RDAgent.
+
+
+.. image:: https://github.com/user-attachments/assets/60cc2712-c32a-4492-a137-8aec59cdc66e
+ :alt: Class Level Figure
+
+For those interested in the detailed code, the figure above illustrates the main classes and aligns them with the workflow.
-- Class Level Figure
-
Detailed Design
=========================